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Gemma 4 31B vs Ministral 3 8B 2512

Gemma 4 31B

Google

81#86
vs
Ministral 3 8B 2512

Mistral AI

40#347
Signal-by-Signal Comparison
SignalGemma 4 31BDeltaMinistral 3 8B 2512
Capabilities
83
+17
67
Benchmarks
86
+86
0
Pricing
100
0
100
Context window size
86
--
86
Recency
100
+21
79
Output Capacity
67
-18
85
Overall Result
3 wins
of 6
2 wins
Gemma 4 31B wins 3 of 6 signals

Score History

Score History (32 data points)
Gemma 4 31BMinistral 3 8B 2512
Gemma 4 31B

80.5

current score

Leader

Gemma 4 31B

right now

Ministral 3 8B 2512

40

current score

LMMarketCap.com
Interactive Price Comparison
100Kcalls/month
1,000tokens (~1,333 chars)
500tokens (~667 chars)

Gemma 4 31B

Google

Per request$0.000260
Daily$0.87
Monthly$26.00
Annual$312.00

Ministral 3 8B 2512

Mistral AI

Best Value
Per request$0.000225
Daily$0.75
Monthly$22.50
Annual$270.00

Ministral 3 8B 2512 saves you $3.50/month

That's $42.00/year compared to Gemma 4 31B at your current usage level of 100K calls/month.

13% cheaper
Choose Ministral 3 8B 2512 for cost optimization

Gemma 4 31B pricing:
Input:$0.09/M tokens
Output:$0.34/M tokens
Ministral 3 8B 2512 pricing:
Input:$0.15/M tokens
Output:$0.15/M tokens
Winner
Gemma 4 31B

Google

81

Composite Score

Ministral 3 8B 2512

Mistral AI

40

Composite Score

Signal-by-Signal Comparison
MetricGemma 4 31BMinistral 3 8B 2512Winner
Overall Score
81
40
Gemma 4 31B
Rank#86#347
Gemma 4 31B
Quality Rank#86#347
Gemma 4 31B
Adoption Rank#86#347
Gemma 4 31B
Parameters31B8B--
Context Window262K262K--
Pricing$0.09/$0.34/M$0.15/$0.15/M--
Signal Scores
Capabilities
83
67
Gemma 4 31B
Benchmarks
86
--
Gemma 4 31B
Pricing
100
100
Ministral 3 8B 2512
Context window size
86
86
Gemma 4 31B
Recency
100
79
Gemma 4 31B
Output Capacity
67
85
Ministral 3 8B 2512
Benchmark Head-to-Head(7 benchmarks)
Gemma 4: 0Ministral 3: 0
Gemma 4
Ministral 3
Normalized 0-100%
MMLU-Pro
85.2%-
GPQA Diamond
84.3%-
AIME 2024
89.2%-
BBH
74.4%-
Arena Elo
1451-
LiveBench
80%-
HLE
19.5%-
Benchmark Interpretation

Our score (0-100) is driven by benchmark performance (90%) from Arena Elo ratings, MMLU, GPQA, HumanEval, SWE-bench, and 15+ standardized evaluations. Capabilities and context window serve as tiebreakers (10%). Learn more about our methodology.

Gemma 4 31BStrong Performer

Scores 81/100 (rank #86), placing it in the top 71% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
Ministral 3 8B 2512Entry Level

Scores 40/100 (rank #347), placing it in the top -19% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

Gemma 4 31B has a 41-point advantage, which typically translates to noticeably stronger performance on complex reasoning, code generation, and multi-step tasks.

When to Use Each Model

Choose Gemma 4 31B when you need:

  • Step-by-step reasoning and chain-of-thought problem solving
  • Self-hosted deployments where you need full control over the model

Choose Ministral 3 8B 2512 when you need:

  • High-volume production workloads where API costs must be minimized
  • Self-hosted deployments where you need full control over the model
Cost-Performance Analysis
Gemma 4 31BBest Value
Input cost$0.09/M tokens
Output cost$0.34/M tokens
Cost per quality point$0.005
Est. monthly (1M tokens/day)$6.45
Ministral 3 8B 2512
Input cost$0.15/M tokens
Output cost$0.15/M tokens
Cost per quality point$0.007
Est. monthly (1M tokens/day)$4.50

Gemma 4 31B offers 30% better value per quality point. At 1M tokens/day, you'd spend $4.50/month with Ministral 3 8B 2512 vs $6.45/month with Gemma 4 31B - a $1.95 monthly difference.

Latency & Speed
Gemma 4 31BFaster
Speed score0/100
Ministral 3 8B 2512
Speed score0/100

Both models have comparable response speeds. For most applications, the latency difference is negligible.

When latency matters most: Interactive chatbots, IDE code completion, real-time translation, and user-facing applications where response time directly impacts experience. For batch processing, background summarization, or offline analysis, latency is less critical.

Example Use Cases

Code generation & review

Based on overall model capabilities and architecture for coding tasks like generating functions, debugging, and refactoring

Gemma 4 31B

Customer support chatbot

Suitable for user-facing chat with competitive response times. Ministral 3 8B 2512 also offers lower per-token costs for high-volume support

Gemma 4 31B

Long document analysis

Larger context window (262K tokens) can process longer documents, contracts, and research papers in a single pass

Gemma 4 31B

Batch data extraction

Lower output pricing ($0.15/M) reduces costs when processing thousands of records daily

Ministral 3 8B 2512

Creative writing & content

Higher overall composite score (81/100) correlates with better nuance, coherence, and style in long-form content

Gemma 4 31B

Image understanding & OCR

Supports vision input - can analyze screenshots, diagrams, photos, and scanned documents directly

Gemma 4 31B
Which Should You Choose?
Our recommendation:
Gemma 4 31B

Gemma 4 31B clearly outperforms Ministral 3 8B 2512 with a significant 40.5-point lead. For most general use cases, Gemma 4 31B is the stronger choice. However, Ministral 3 8B 2512 may still excel in niche scenarios.

Gemma 4 31B
Recommended

by Google

  • Choose for Quality - Marginally better benchmark scores; both are excellent
  • Choose for Reliability - Higher uptime and faster response speeds
  • Choose for Prototyping - Stronger community support and better developer experience
  • Choose for Production - Wider enterprise adoption and proven at scale

by Mistral AI

  • Choose for Cost - 30% lower pricing; better value at scale
Capability Comparison
CapabilityGemma 4 31BMinistral 3 8B 2512
Vision (Image Input)
Function Calling
Streaming
JSON Mode
Reasoningdiffers
Web Search
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

Gemma 4 31B

Google

$0.5700
estimated monthly cost

Ministral 3 8B 2512

Mistral AI

Best Value
$0.4500
estimated monthly cost

Ministral 3 8B 2512 saves you $0.1200/month

That's 21% cheaper than Gemma 4 31B at 1,000 tokens/request and 100 requests/day.

Assumes 60% input / 40% output token ratio per request. Actual costs may vary based on your usage pattern.

Parameters & Context
ParameterGemma 4 31BMinistral 3 8B 2512
Context Window262K262K
Max Output Tokens16,384209,715
Open SourceYesYes
CreatedApr 2, 2026Dec 2, 2025
Last updated: 59m ago

相关对比

Gemma 4 31B vs Ministral 3 8B 2512 (2026) | LM Market Cap